Pandas Profiling Report

Dataset statistics

Number of variables	33
Number of observations	179941
Missing cells	1642712
Missing cells (%)	27.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	44.1 MiB
Average record size in memory	257.0 B

Variable types

Text	8
Numeric	18
Boolean	1
Categorical	5
DateTime	1

Alerts

`explicit` is highly imbalanced (53.2%)	Imbalance
`time_signature` is highly imbalanced (69.4%)	Imbalance
`streams` has 177889 (98.9%) missing values	Missing
`track_artists` has 160063 (89.0%) missing values	Missing
`chart` has 177503 (98.6%) missing values	Missing
`added_at` has 96031 (53.4%) missing values	Missing
`track_album_album` has 160052 (88.9%) missing values	Missing
`duration_ms` has 177503 (98.6%) missing values	Missing
`track_track_number` has 160052 (88.9%) missing values	Missing
`rank` has 177503 (98.6%) missing values	Missing
`region` has 177503 (98.6%) missing values	Missing
`trend` has 177503 (98.6%) missing values	Missing
`track_id` has unique values	Unique
`artist_popularity` has 3658 (2.0%) zeros	Zeros
`key` has 21568 (12.0%) zeros	Zeros
`popularity` has 41619 (23.1%) zeros	Zeros
`instrumentalness` has 41636 (23.1%) zeros	Zeros

Reproduction

Analysis started	2024-06-20 14:45:15.374145
Analysis finished	2024-06-20 14:46:00.525210
Duration	45.15 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

track_id
Text

UNIQUE

Distinct	179941
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	3958702
Distinct characters	62
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	179941 ?
Unique (%)	100.0%

Sample

1st row	07vS8obfeZbr8H4MgQfXR7
2nd row	1PEqh7awkpuepLBSq8ZwqD
3rd row	7E8pPgBY84oDaXRcqODavR
4th row	0Atml4huw4Fgyk6YSHiK4M
5th row	4WYDmIZrwxBHdBYdvi5oQO

Value	Count	Frequency (%)
07vs8obfezbr8h4mgqfxr7	1	< 0.1%
05hypqpzzxyvirt2gsbvut	1	< 0.1%
0fzg0n1pelolvlofc0gvez	1	< 0.1%
3ogkp5i1ohdoudticpfina	1	< 0.1%
7e8ppgby84odaxrcqodavr	1	< 0.1%
0atml4huw4fgyk6yshik4m	1	< 0.1%
4wydmizrwxbhdbydvi5oqo	1	< 0.1%
0awg4a7t5urmzz4pzvnav3	1	< 0.1%
1dihssbztad6qj5ttee90f	1	< 0.1%
2uwnp6tzvvmtovzx5elooy	1	< 0.1%
Other values (179931)	179931	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
0	84551	2.1%
4	84517	2.1%
6	84196	2.1%
1	84146	2.1%
2	84088	2.1%
3	83840	2.1%
5	83341	2.1%
7	79640	2.0%
l	61607	1.6%
w	61499	1.6%
Other values (52)	3167277	80.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3958702	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	84551	2.1%
4	84517	2.1%
6	84196	2.1%
1	84146	2.1%
2	84088	2.1%
3	83840	2.1%
5	83341	2.1%
7	79640	2.0%
l	61607	1.6%
w	61499	1.6%
Other values (52)	3167277	80.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3958702	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	84551	2.1%
4	84517	2.1%
6	84196	2.1%
1	84146	2.1%
2	84088	2.1%
3	83840	2.1%
5	83341	2.1%
7	79640	2.0%
l	61607	1.6%
w	61499	1.6%
Other values (52)	3167277	80.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3958702	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	84551	2.1%
4	84517	2.1%
6	84196	2.1%
1	84146	2.1%
2	84088	2.1%
3	83840	2.1%
5	83341	2.1%
7	79640	2.0%
l	61607	1.6%
w	61499	1.6%
Other values (52)	3167277	80.0%

streams
Real number (ℝ)

MISSING

Distinct	1981
Distinct (%)	96.5%
Missing	177889
Missing (%)	98.9%
Infinite	0
Infinite (%)	0.0%
Mean	34400.06

Minimum	1004
Maximum	637771
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	1004
5-th percentile	1568.75
Q1	4346.25
median	16783
Q3	39132.75
95-th percentile	143104.35
Maximum	637771
Range	636767
Interquartile range (IQR)	34786.5

Descriptive statistics

Standard deviation	53686.331
Coefficient of variation (CV)	1.5606464
Kurtosis	20.289467
Mean	34400.06
Median Absolute Deviation (MAD)	13702.5
Skewness	3.7315636
Sum	70588924
Variance	2.8822222 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3999	4	< 0.1%
3597	3	< 0.1%
2690	3	< 0.1%
20010	2	< 0.1%
5075	2	< 0.1%
1185	2	< 0.1%
1188	2	< 0.1%
3212	2	< 0.1%
48445	2	< 0.1%
1043	2	< 0.1%
Other values (1971)	2028	1.1%
(Missing)	177889	98.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1004	1	< 0.1%
1006	1	< 0.1%
1007	1	< 0.1%
1008	1	< 0.1%
1016	1	< 0.1%
1020	1	< 0.1%
1021	1	< 0.1%
1024	1	< 0.1%
1026	1	< 0.1%
1029	2	< 0.1%

Value	Count	Frequency (%)
637771	1	< 0.1%
478668	1	< 0.1%
477835	1	< 0.1%
406721	1	< 0.1%
392564	1	< 0.1%
360712	1	< 0.1%
340756	1	< 0.1%
339036	1	< 0.1%
336768	1	< 0.1%
310816	1	< 0.1%

artist_followers
Real number (ℝ)

Distinct	35817
Distinct (%)	19.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2778310.1

Minimum	0
Maximum	1.1375993 × 10⁸
Zeros	135
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	224
Q1	7005
median	97424
Q3	1089769
95-th percentile	11922459
Maximum	1.1375993 × 10⁸
Range	1.1375993 × 10⁸
Interquartile range (IQR)	1082764

Descriptive statistics

Standard deviation	10220758
Coefficient of variation (CV)	3.678768
Kurtosis	58.357139
Mean	2778310.1
Median Absolute Deviation (MAD)	97018
Skewness	7.0508955
Sum	4.999319 × 10¹¹
Variance	1.044639 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4284731	685	0.4%
5328848	511	0.3%
108717184	409	0.2%
5201016	344	0.2%
2448813	267	0.1%
3236824	248	0.1%
25456	245	0.1%
1320080	244	0.1%
86988887	231	0.1%
49487244	220	0.1%
Other values (35807)	176537	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	135	0.1%
1	69	< 0.1%
2	67	< 0.1%
3	148	0.1%
4	63	< 0.1%
5	52	< 0.1%
6	66	< 0.1%
7	61	< 0.1%
8	66	< 0.1%
9	51	< 0.1%

Value	Count	Frequency (%)
113759927	106	0.1%
108717184	409	0.2%
107854251	16	< 0.1%
95921722	118	0.1%
93515140	60	< 0.1%
86988887	231	0.1%
83371408	142	0.1%
82467148	132	0.1%
80598088	72	< 0.1%
74608422	117	0.1%

genres
Text

Distinct	18242
Distinct (%)	10.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

Length

Max length	254
Median length	188
Mean length	36.002884
Min length	2

Characters and Unicode

Total characters	6478395
Distinct characters	44
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6249 ?
Unique (%)	3.5%

Sample

1st row	['indie pop', 'la indie', 'pov: indie']
2nd row	['lilith', 'new wave pop']
3rd row	['deep groove house', 'house', 'tech house']
4th row	[]
5th row	['chill lounge', 'deep chill']

Value	Count	Frequency (%)
rock	50803	6.4%
pop	46272	5.8%
	32453	4.1%
hip	17033	2.2%
hop	16912	2.1%
rap	16258	2.1%
metal	15078	1.9%
indie	13412	1.7%
jazz	12974	1.6%
house	12464	1.6%
Other values (2660)	557986	70.5%

Most occurring characters

Value	Count	Frequency (%)
'	826924	12.8%
	611704	9.4%
a	418615	6.5%
o	407926	6.3%
e	369969	5.7%
r	349668	5.4%
i	296188	4.6%
n	294731	4.5%
,	266296	4.1%
c	265882	4.1%
Other values (34)	2370492	36.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6478395	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
'	826924	12.8%
	611704	9.4%
a	418615	6.5%
o	407926	6.3%
e	369969	5.7%
r	349668	5.4%
i	296188	4.6%
n	294731	4.5%
,	266296	4.1%
c	265882	4.1%
Other values (34)	2370492	36.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6478395	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
'	826924	12.8%
	611704	9.4%
a	418615	6.5%
o	407926	6.3%
e	369969	5.7%
r	349668	5.4%
i	296188	4.6%
n	294731	4.5%
,	266296	4.1%
c	265882	4.1%
Other values (34)	2370492	36.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6478395	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
'	826924	12.8%
	611704	9.4%
a	418615	6.5%
o	407926	6.3%
e	369969	5.7%
r	349668	5.4%
i	296188	4.6%
n	294731	4.5%
,	266296	4.1%
c	265882	4.1%
Other values (34)	2370492	36.6%

album_total_tracks
Real number (ℝ)

Distinct	232
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.429958

Minimum	1
Maximum	930
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	11
Q3	16
95-th percentile	38
Maximum	930
Range	929
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	21.893174
Coefficient of variation (CV)	1.6301745
Kurtosis	557.59192
Mean	13.429958
Median Absolute Deviation (MAD)	7
Skewness	16.670209
Sum	2416600
Variance	479.31107
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	40687	22.6%
12	13564	7.5%
10	12238	6.8%
11	9862	5.5%
14	8341	4.6%
13	8302	4.6%
15	7460	4.1%
2	6064	3.4%
16	5993	3.3%
9	4531	2.5%
Other values (222)	62899	35.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	40687	22.6%
2	6064	3.4%
3	3383	1.9%
4	4289	2.4%
5	3799	2.1%
6	3520	2.0%
7	3375	1.9%
8	4095	2.3%
9	4531	2.5%
10	12238	6.8%

Value	Count	Frequency (%)
930	29	< 0.1%
579	1	< 0.1%
578	1	< 0.1%
545	2	< 0.1%
531	1	< 0.1%
484	5	< 0.1%
463	3	< 0.1%
460	1	< 0.1%
455	1	< 0.1%
453	1	< 0.1%

track_artists
Text

MISSING

Distinct	13294
Distinct (%)	66.9%
Missing	160063
Missing (%)	89.0%
Memory size	1.4 MiB

Length

Max length	79
Median length	58
Mean length	11.843344
Min length	1

Characters and Unicode

Total characters	235422
Distinct characters	520
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	10512 ?
Unique (%)	52.9%

Sample

1st row	Phoebe Bridgers
2nd row	Oliver Cheatham
3rd row	Willie Nelson
4th row	Florence + The Machine
5th row	Ludwig Ahgren

Value	Count	Frequency (%)
the	1150	2.9%
	398	1.0%
of	157	0.4%
de	138	0.4%
john	135	0.3%
music	127	0.3%
band	109	0.3%
and	101	0.3%
van	100	0.3%
david	99	0.3%
Other values (14750)	36607	93.6%

Most occurring characters

Value	Count	Frequency (%)
e	20594	8.7%
	19244	8.2%
a	18888	8.0%
i	13943	5.9%
n	13701	5.8%
o	13461	5.7%
r	12955	5.5%
l	10298	4.4%
s	9481	4.0%
t	8480	3.6%
Other values (510)	94377	40.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	235422	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	20594	8.7%
	19244	8.2%
a	18888	8.0%
i	13943	5.9%
n	13701	5.8%
o	13461	5.7%
r	12955	5.5%
l	10298	4.4%
s	9481	4.0%
t	8480	3.6%
Other values (510)	94377	40.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	235422	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	20594	8.7%
	19244	8.2%
a	18888	8.0%
i	13943	5.9%
n	13701	5.8%
o	13461	5.7%
r	12955	5.5%
l	10298	4.4%
s	9481	4.0%
t	8480	3.6%
Other values (510)	94377	40.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	235422	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	20594	8.7%
	19244	8.2%
a	18888	8.0%
i	13943	5.9%
n	13701	5.8%
o	13461	5.7%
r	12955	5.5%
l	10298	4.4%
s	9481	4.0%
t	8480	3.6%
Other values (510)	94377	40.1%

artist_popularity
Real number (ℝ)

ZEROS

Distinct	93
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.129253

Minimum	0
Maximum	100
Zeros	3658
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	31
median	47
Q3	61
95-th percentile	78
Maximum	100
Range	100
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	21.37483
Coefficient of variation (CV)	0.47363579
Kurtosis	-0.56884533
Mean	45.129253
Median Absolute Deviation (MAD)	15
Skewness	-0.22345695
Sum	8120603
Variance	456.88335
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51	3848	2.1%
0	3658	2.0%
58	3558	2.0%
52	3555	2.0%
45	3418	1.9%
53	3170	1.8%
38	3140	1.7%
44	3105	1.7%
54	3075	1.7%
55	3072	1.7%
Other values (83)	146342	81.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3658	2.0%
1	1467	0.8%
2	1245	0.7%
3	1026	0.6%
4	966	0.5%
5	975	0.5%
6	1025	0.6%
7	964	0.5%
8	872	0.5%
9	906	0.5%

Value	Count	Frequency (%)
100	409	0.2%
93	231	0.1%
91	294	0.2%
90	379	0.2%
88	136	0.1%
87	611	0.3%
86	343	0.2%
85	499	0.3%
84	719	0.4%
83	785	0.4%

explicit
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	175.9 KiB

False	162012
True	17929

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	162012	90.0%
True	17929	10.0%

tempo
Real number (ℝ)

Distinct	74885
Distinct (%)	41.6%
Missing	78
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	119.19542

Minimum	0
Maximum	244.44
Zeros	92
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	74.2082
Q1	95.489
median	119.982
Q3	138.3405
95-th percentile	174.025
Maximum	244.44
Range	244.44
Interquartile range (IQR)	42.8515

Descriptive statistics

Standard deviation	30.433036
Coefficient of variation (CV)	0.25532051
Kurtosis	-0.2583071
Mean	119.19542
Median Absolute Deviation (MAD)	21.023
Skewness	0.29313823
Sum	21438847
Variance	926.16969
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	92	0.1%
120.003	66	< 0.1%
119.999	65	< 0.1%
120.006	57	< 0.1%
128.001	56	< 0.1%
120.012	55	< 0.1%
120.007	55	< 0.1%
119.991	54	< 0.1%
127.999	53	< 0.1%
120.002	53	< 0.1%
Other values (74875)	179257	99.6%
(Missing)	78	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	92	0.1%
30.121	1	< 0.1%
30.862	1	< 0.1%
31.419	1	< 0.1%
32.54	1	< 0.1%
32.979	1	< 0.1%
33.615	1	< 0.1%
33.62	1	< 0.1%
33.714	1	< 0.1%
33.829	1	< 0.1%

Value	Count	Frequency (%)
244.44	1	< 0.1%
244.08	1	< 0.1%
243.372	1	< 0.1%
240	1	< 0.1%
236.196	1	< 0.1%
236.059	1	< 0.1%
233.933	1	< 0.1%
232.489	1	< 0.1%
231.831	1	< 0.1%
230.03	1	< 0.1%

chart
Categorical

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	177503
Missing (%)	98.6%
Memory size	1.4 MiB

top200	2052
viral50	386

Length

Max length	7
Median length	6
Mean length	6.1583265
Min length	6

Characters and Unicode

Total characters	15014
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	top200
2nd row	top200
3rd row	top200
4th row	top200
5th row	top200

Common Values

Value	Count	Frequency (%)
top200	2052	1.1%
viral50	386	0.2%
(Missing)	177503	98.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
top200	2052	84.2%
viral50	386	15.8%

Most occurring characters

Value	Count	Frequency (%)
0	4490	29.9%
t	2052	13.7%
o	2052	13.7%
p	2052	13.7%
2	2052	13.7%
v	386	2.6%
i	386	2.6%
r	386	2.6%
a	386	2.6%
l	386	2.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15014	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	4490	29.9%
t	2052	13.7%
o	2052	13.7%
p	2052	13.7%
2	2052	13.7%
v	386	2.6%
i	386	2.6%
r	386	2.6%
a	386	2.6%
l	386	2.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15014	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	4490	29.9%
t	2052	13.7%
o	2052	13.7%
p	2052	13.7%
2	2052	13.7%
v	386	2.6%
i	386	2.6%
r	386	2.6%
a	386	2.6%
l	386	2.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15014	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	4490	29.9%
t	2052	13.7%
o	2052	13.7%
p	2052	13.7%
2	2052	13.7%
v	386	2.6%
i	386	2.6%
r	386	2.6%
a	386	2.6%
l	386	2.6%

album_release_date
Text

Distinct	12032
Distinct (%)	6.7%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

Length

Max length	10
Median length	10
Mean length	9.625744
Min length	4

Characters and Unicode

Total characters	1732066
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2757 ?
Unique (%)	1.5%

Sample

1st row	2018-12-05
2nd row	1996-04-16
3rd row	2014-07-07
4th row	2001-01-24
5th row	2014-10-03

Value	Count	Frequency (%)
2013-01-01	927	0.5%
2007-01-01	815	0.5%
2006-01-01	757	0.4%
2010-01-01	731	0.4%
2011-01-01	730	0.4%
2012-01-01	722	0.4%
2008-01-01	722	0.4%
2009-01-01	699	0.4%
2005-01-01	666	0.4%
2014-01-01	597	0.3%
Other values (12022)	172575	95.9%

Most occurring characters

Value	Count	Frequency (%)
0	421674	24.3%
-	337434	19.5%
2	329009	19.0%
1	282461	16.3%
9	81914	4.7%
3	62949	3.6%
8	47209	2.7%
7	45137	2.6%
6	42457	2.5%
4	41362	2.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1732066	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	421674	24.3%
-	337434	19.5%
2	329009	19.0%
1	282461	16.3%
9	81914	4.7%
3	62949	3.6%
8	47209	2.7%
7	45137	2.6%
6	42457	2.5%
4	41362	2.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1732066	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	421674	24.3%
-	337434	19.5%
2	329009	19.0%
1	282461	16.3%
9	81914	4.7%
3	62949	3.6%
8	47209	2.7%
7	45137	2.6%
6	42457	2.5%
4	41362	2.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1732066	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	421674	24.3%
-	337434	19.5%
2	329009	19.0%
1	282461	16.3%
9	81914	4.7%
3	62949	3.6%
8	47209	2.7%
7	45137	2.6%
6	42457	2.5%
4	41362	2.4%

energy
Real number (ℝ)

Distinct	2742
Distinct (%)	1.5%
Missing	78
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.53822196

Minimum	0
Maximum	1
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0421
Q1	0.302
median	0.574
Q3	0.784
95-th percentile	0.947
Maximum	1
Range	1
Interquartile range (IQR)	0.482

Descriptive statistics

Standard deviation	0.28719625
Coefficient of variation (CV)	0.53360187
Kurtosis	-1.0988891
Mean	0.53822196
Median Absolute Deviation (MAD)	0.234
Skewness	-0.26854908
Sum	96806.216
Variance	0.082481684
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.725	268	0.1%
0.675	266	0.1%
0.829	264	0.1%
0.67	263	0.1%
0.873	260	0.1%
0.719	257	0.1%
0.676	256	0.1%
0.695	256	0.1%
0.789	255	0.1%
0.831	255	0.1%
Other values (2732)	177263	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	< 0.1%
1.7 × 10^-5	1	< 0.1%
2.02 × 10^-5	2	< 0.1%
2.03 × 10^-5	4	< 0.1%
4.19 × 10^-5	1	< 0.1%
8.36 × 10^-5	1	< 0.1%
9.62 × 10^-5	1	< 0.1%
0.000116	1	< 0.1%
0.000127	1	< 0.1%
0.000143	1	< 0.1%

Value	Count	Frequency (%)
1	63	< 0.1%
0.999	90	0.1%
0.998	113	0.1%
0.997	108	0.1%
0.996	118	0.1%
0.995	149	0.1%
0.994	135	0.1%
0.993	159	0.1%
0.992	126	0.1%
0.991	158	0.1%

key
Real number (ℝ)

ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	78
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	5.2187776

Minimum	0
Maximum	11
Zeros	21568
Zeros (%)	12.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	8
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.5594175
Coefficient of variation (CV)	0.68204045
Kurtosis	-1.2903028
Mean	5.2187776
Median Absolute Deviation (MAD)	3
Skewness	0.018584767
Sum	938665
Variance	12.669453
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	21568	12.0%
7	20559	11.4%
2	19044	10.6%
9	17662	9.8%
1	17055	9.5%
5	15745	8.8%
4	13264	7.4%
11	13256	7.4%
10	12244	6.8%
8	11683	6.5%
Other values (2)	17783	9.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21568	12.0%
1	17055	9.5%
2	19044	10.6%
3	6516	3.6%
4	13264	7.4%
5	15745	8.8%
6	11267	6.3%
7	20559	11.4%
8	11683	6.5%
9	17662	9.8%

Value	Count	Frequency (%)
11	13256	7.4%
10	12244	6.8%
9	17662	9.8%
8	11683	6.5%
7	20559	11.4%
6	11267	6.3%
5	15745	8.8%
4	13264	7.4%
3	6516	3.6%
2	19044	10.6%

added_at
Date

MISSING

Distinct	64381
Distinct (%)	76.7%
Missing	96031
Missing (%)	53.4%
Memory size	1.4 MiB

Minimum	1970-01-01 00:00:00+00:00
Maximum	2024-03-09 17:50:01+00:00

Histogram

Histogram with fixed size bins (bins=50)

popularity
Real number (ℝ)

ZEROS

Distinct	99
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.723609

Minimum	0
Maximum	98
Zeros	41619
Zeros (%)	23.1%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	24
Q3	43
95-th percentile	65
Maximum	98
Range	98
Interquartile range (IQR)	42

Descriptive statistics

Standard deviation	22.437244
Coefficient of variation (CV)	0.87224324
Kurtosis	-0.9089024
Mean	25.723609
Median Absolute Deviation (MAD)	21
Skewness	0.42918483
Sum	4628732
Variance	503.42993
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	41619	23.1%
1	3709	2.1%
2	2717	1.5%
31	2520	1.4%
38	2515	1.4%
35	2490	1.4%
40	2480	1.4%
29	2470	1.4%
30	2469	1.4%
32	2469	1.4%
Other values (89)	114483	63.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	41619	23.1%
1	3709	2.1%
2	2717	1.5%
3	2363	1.3%
4	2212	1.2%
5	1931	1.1%
6	1789	1.0%
7	1662	0.9%
8	1686	0.9%
9	1814	1.0%

Value	Count	Frequency (%)
98	2	< 0.1%
97	1	< 0.1%
96	1	< 0.1%
95	2	< 0.1%
94	3	< 0.1%
93	6	< 0.1%
92	2	< 0.1%
91	14	< 0.1%
90	8	< 0.1%
89	20	< 0.1%

track_album_album
Categorical

MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	160052
Missing (%)	88.9%
Memory size	1.4 MiB

album	11386
single	6710
compilation	1793

Length

Max length	11
Median length	5
Mean length	5.8782744
Min length	5

Characters and Unicode

Total characters	116913
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	single
2nd row	compilation
3rd row	album
4th row	album
5th row	single

Common Values

Value	Count	Frequency (%)
album	11386	6.3%
single	6710	3.7%
compilation	1793	1.0%
(Missing)	160052	88.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
album	11386	57.2%
single	6710	33.7%
compilation	1793	9.0%

Most occurring characters

Value	Count	Frequency (%)
l	19889	17.0%
a	13179	11.3%
m	13179	11.3%
b	11386	9.7%
u	11386	9.7%
i	10296	8.8%
n	8503	7.3%
s	6710	5.7%
g	6710	5.7%
e	6710	5.7%
Other values (4)	8965	7.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	116913	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	19889	17.0%
a	13179	11.3%
m	13179	11.3%
b	11386	9.7%
u	11386	9.7%
i	10296	8.8%
n	8503	7.3%
s	6710	5.7%
g	6710	5.7%
e	6710	5.7%
Other values (4)	8965	7.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	116913	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	19889	17.0%
a	13179	11.3%
m	13179	11.3%
b	11386	9.7%
u	11386	9.7%
i	10296	8.8%
n	8503	7.3%
s	6710	5.7%
g	6710	5.7%
e	6710	5.7%
Other values (4)	8965	7.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	116913	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	19889	17.0%
a	13179	11.3%
m	13179	11.3%
b	11386	9.7%
u	11386	9.7%
i	10296	8.8%
n	8503	7.3%
s	6710	5.7%
g	6710	5.7%
e	6710	5.7%
Other values (4)	8965	7.7%

duration_ms
Real number (ℝ)

MISSING

Distinct	2307
Distinct (%)	94.6%
Missing	177503
Missing (%)	98.6%
Infinite	0
Infinite (%)	0.0%
Mean	222597.67

Minimum	0
Maximum	1037586
Zeros	6
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	151494.35
Q1	190687.25
median	215312.5
Q3	246770
95-th percentile	309981.95
Maximum	1037586
Range	1037586
Interquartile range (IQR)	56082.75

Descriptive statistics

Standard deviation	57831.365
Coefficient of variation (CV)	0.2598022
Kurtosis	28.234144
Mean	222597.67
Median Absolute Deviation (MAD)	27487
Skewness	2.7975409
Sum	5.4269312 × 10⁸
Variance	3.3444668 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6	< 0.1%
193893	5	< 0.1%
194080	3	< 0.1%
180000	3	< 0.1%
240000	3	< 0.1%
207186	3	< 0.1%
216773	3	< 0.1%
177000	2	< 0.1%
232786	2	< 0.1%
264066	2	< 0.1%
Other values (2297)	2406	1.3%
(Missing)	177503	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	< 0.1%
46768	1	< 0.1%
60453	1	< 0.1%
78680	1	< 0.1%
80927	1	< 0.1%
81160	1	< 0.1%
89769	1	< 0.1%
90539	1	< 0.1%
95466	1	< 0.1%
96400	1	< 0.1%

Value	Count	Frequency (%)
1037586	1	< 0.1%
913214	1	< 0.1%
589094	1	< 0.1%
579293	1	< 0.1%
547106	1	< 0.1%
544626	1	< 0.1%
537506	1	< 0.1%
530253	1	< 0.1%
510476	1	< 0.1%
507306	1	< 0.1%

available_markets
Text

Distinct	5317
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

Length

Max length	1110
Median length	1104
Mean length	812.72987
Min length	2

Characters and Unicode

Total characters	146243426
Distinct characters	31
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3197 ?
Unique (%)	1.8%

Sample

1st row	[]
2nd row	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']
3rd row	[]
4th row	[]
5th row	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']

Value	Count	Frequency (%)
cw	134184	0.5%
pt	133566	0.5%
no	133526	0.5%
fi	133522	0.5%
es	133516	0.5%
hu	133460	0.5%
nl	133425	0.5%
cr	133417	0.5%
za	133396	0.5%
lt	133371	0.5%
Other values (176)	23065178	94.5%

Most occurring characters

Value	Count	Frequency (%)
'	48721152	33.3%
,	24220620	16.6%
	24220620	16.6%
M	3684329	2.5%
G	3034096	2.1%
T	3030971	2.1%
S	2896130	2.0%
A	2774959	1.9%
B	2756613	1.9%
L	2508624	1.7%
Other values (21)	28395312	19.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	146243426	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
'	48721152	33.3%
,	24220620	16.6%
	24220620	16.6%
M	3684329	2.5%
G	3034096	2.1%
T	3030971	2.1%
S	2896130	2.0%
A	2774959	1.9%
B	2756613	1.9%
L	2508624	1.7%
Other values (21)	28395312	19.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	146243426	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
'	48721152	33.3%
,	24220620	16.6%
	24220620	16.6%
M	3684329	2.5%
G	3034096	2.1%
T	3030971	2.1%
S	2896130	2.0%
A	2774959	1.9%
B	2756613	1.9%
L	2508624	1.7%
Other values (21)	28395312	19.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	146243426	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
'	48721152	33.3%
,	24220620	16.6%
	24220620	16.6%
M	3684329	2.5%
G	3034096	2.1%
T	3030971	2.1%
S	2896130	2.0%
A	2774959	1.9%
B	2756613	1.9%
L	2508624	1.7%
Other values (21)	28395312	19.4%

track_track_number
Real number (ℝ)

MISSING

Distinct	90
Distinct (%)	0.5%
Missing	160052
Missing (%)	88.9%
Infinite	0
Infinite (%)	0.0%
Mean	5.4239529

Minimum	1
Maximum	188
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3
Q3	8
95-th percentile	16
Maximum	188
Range	187
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	7.1224466
Coefficient of variation (CV)	1.3131468
Kurtosis	60.643267
Mean	5.4239529
Median Absolute Deviation (MAD)	2
Skewness	5.334544
Sum	107877
Variance	50.729245
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	7242	4.0%
2	1921	1.1%
3	1591	0.9%
4	1264	0.7%
5	1022	0.6%
6	1005	0.6%
7	871	0.5%
8	728	0.4%
9	719	0.4%
10	611	0.3%
Other values (80)	2915	1.6%
(Missing)	160052	88.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	7242	4.0%
2	1921	1.1%
3	1591	0.9%
4	1264	0.7%
5	1022	0.6%
6	1005	0.6%
7	871	0.5%
8	728	0.4%
9	719	0.4%
10	611	0.3%

Value	Count	Frequency (%)
188	1	< 0.1%
134	1	< 0.1%
120	1	< 0.1%
100	1	< 0.1%
98	1	< 0.1%
97	1	< 0.1%
96	1	< 0.1%
92	1	< 0.1%
91	1	< 0.1%
89	2	< 0.1%

rank
Real number (ℝ)

MISSING

Distinct	200
Distinct (%)	8.2%
Missing	177503
Missing (%)	98.6%
Infinite	0
Infinite (%)	0.0%
Mean	114.49754

Minimum	1
Maximum	200
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	1
5-th percentile	16
Q1	50
median	124
Q3	170
95-th percentile	196
Maximum	200
Range	199
Interquartile range (IQR)	120

Descriptive statistics

Standard deviation	61.018121
Coefficient of variation (CV)	0.53292081
Kurtosis	-1.3398603
Mean	114.49754
Median Absolute Deviation (MAD)	55
Skewness	-0.23066025
Sum	279145
Variance	3723.2111
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
198	34	< 0.1%
49	34	< 0.1%
47	33	< 0.1%
50	32	< 0.1%
197	32	< 0.1%
188	29	< 0.1%
200	28	< 0.1%
196	28	< 0.1%
195	27	< 0.1%
45	26	< 0.1%
Other values (190)	2135	1.2%
(Missing)	177503	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	5	< 0.1%
2	7	< 0.1%
3	6	< 0.1%
4	6	< 0.1%
5	8	< 0.1%
6	6	< 0.1%
7	5	< 0.1%
8	5	< 0.1%
9	4	< 0.1%
10	15	< 0.1%

Value	Count	Frequency (%)
200	28	< 0.1%
199	23	< 0.1%
198	34	< 0.1%
197	32	< 0.1%
196	28	< 0.1%
195	27	< 0.1%
194	22	< 0.1%
193	21	< 0.1%
192	18	< 0.1%
191	17	< 0.1%

mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	78
Missing (%)	< 0.1%
Memory size	1.4 MiB

1.0	112686
0.0	67177

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	539589
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	112686	62.6%
0.0	67177	37.3%
(Missing)	78	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	112686	62.7%
0.0	67177	37.3%

Most occurring characters

Value	Count	Frequency (%)
0	247040	45.8%
.	179863	33.3%
1	112686	20.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	539589	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	247040	45.8%
.	179863	33.3%
1	112686	20.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	539589	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	247040	45.8%
.	179863	33.3%
1	112686	20.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	539589	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	247040	45.8%
.	179863	33.3%
1	112686	20.9%

time_signature
Categorical

IMBALANCE

Distinct	5
Distinct (%)	< 0.1%
Missing	78
Missing (%)	< 0.1%
Memory size	1.4 MiB

4.0	155605
3.0	18558
5.0	3618
1.0	1983
0.0	99

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	539589
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4.0
2nd row	4.0
3rd row	4.0
4th row	4.0
5th row	4.0

Common Values

Value	Count	Frequency (%)
4.0	155605	86.5%
3.0	18558	10.3%
5.0	3618	2.0%
1.0	1983	1.1%
0.0	99	0.1%
(Missing)	78	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	155605	86.5%
3.0	18558	10.3%
5.0	3618	2.0%
1.0	1983	1.1%
0.0	99	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	179962	33.4%
.	179863	33.3%
4	155605	28.8%
3	18558	3.4%
5	3618	0.7%
1	1983	0.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	539589	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	179962	33.4%
.	179863	33.3%
4	155605	28.8%
3	18558	3.4%
5	3618	0.7%
1	1983	0.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	539589	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	179962	33.4%
.	179863	33.3%
4	155605	28.8%
3	18558	3.4%
5	3618	0.7%
1	1983	0.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	539589	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	179962	33.4%
.	179863	33.3%
4	155605	28.8%
3	18558	3.4%
5	3618	0.7%
1	1983	0.4%

album_name
Text

Distinct	113541
Distinct (%)	63.1%
Missing	81
Missing (%)	< 0.1%
Memory size	1.4 MiB

Length

Max length	230
Median length	162
Mean length	20.951957
Min length	1

Characters and Unicode

Total characters	3768419
Distinct characters	1954
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	86336 ?
Unique (%)	48.0%

Sample

1st row	Spotify Singles
2nd row	Now in a Minute
3rd row	Love Too Deep
4th row	Voces Del Pueblo
5th row	The Smooth Operator - Cosmopolitan Lounge Music

Value	Count	Frequency (%)
the	28813	4.5%
	16240	2.5%
of	11573	1.8%
a	5816	0.9%
vol	5334	0.8%
in	4941	0.8%
original	4651	0.7%
music	4318	0.7%
and	4287	0.7%
soundtrack	4133	0.6%
Other values (57592)	552509	86.0%

Most occurring characters

Value	Count	Frequency (%)
	462744	12.3%
e	323124	8.6%
o	221096	5.9%
a	218107	5.8%
i	210336	5.6%
n	189529	5.0%
r	173405	4.6%
t	166537	4.4%
s	156150	4.1%
l	133177	3.5%
Other values (1944)	1514214	40.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3768419	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	462744	12.3%
e	323124	8.6%
o	221096	5.9%
a	218107	5.8%
i	210336	5.6%
n	189529	5.0%
r	173405	4.6%
t	166537	4.4%
s	156150	4.1%
l	133177	3.5%
Other values (1944)	1514214	40.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3768419	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	462744	12.3%
e	323124	8.6%
o	221096	5.9%
a	218107	5.8%
i	210336	5.6%
n	189529	5.0%
r	173405	4.6%
t	166537	4.4%
s	156150	4.1%
l	133177	3.5%
Other values (1944)	1514214	40.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3768419	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	462744	12.3%
e	323124	8.6%
o	221096	5.9%
a	218107	5.8%
i	210336	5.6%
n	189529	5.0%
r	173405	4.6%
t	166537	4.4%
s	156150	4.1%
l	133177	3.5%
Other values (1944)	1514214	40.2%

speechiness
Real number (ℝ)

Distinct	1554
Distinct (%)	0.9%
Missing	78
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.080612429

Minimum	0
Maximum	0.964
Zeros	92
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0286
Q1	0.0361
median	0.0466
Q3	0.0771
95-th percentile	0.278
Maximum	0.964
Range	0.964
Interquartile range (IQR)	0.041

Descriptive statistics

Standard deviation	0.092042637
Coefficient of variation (CV)	1.1417921
Kurtosis	20.200887
Mean	0.080612429
Median Absolute Deviation (MAD)	0.0136
Skewness	3.7736607
Sum	14499.193
Variance	0.0084718471
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0365	581	0.3%
0.0343	579	0.3%
0.032	577	0.3%
0.0367	559	0.3%
0.0357	556	0.3%
0.0352	556	0.3%
0.0337	545	0.3%
0.0336	541	0.3%
0.0361	538	0.3%
0.0351	537	0.3%
Other values (1544)	174294	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	92	0.1%
0.022	1	< 0.1%
0.0223	4	< 0.1%
0.0224	4	< 0.1%
0.0225	5	< 0.1%
0.0226	2	< 0.1%
0.0227	5	< 0.1%
0.0228	11	< 0.1%
0.0229	8	< 0.1%
0.023	5	< 0.1%

Value	Count	Frequency (%)
0.964	2	< 0.1%
0.963	1	< 0.1%
0.961	2	< 0.1%
0.96	4	< 0.1%
0.959	2	< 0.1%
0.958	6	< 0.1%
0.957	4	< 0.1%
0.956	7	< 0.1%
0.955	1	< 0.1%
0.954	5	< 0.1%

region
Text

MISSING

Distinct	64
Distinct (%)	2.6%
Missing	177503
Missing (%)	98.6%
Memory size	1.4 MiB

Length

Max length	18
Median length	13
Mean length	8.2042658
Min length	4

Characters and Unicode

Total characters	20002
Distinct characters	46
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	France
2nd row	Saudi Arabia
3rd row	Australia
4th row	Australia
5th row	Honduras

Value	Count	Frequency (%)
australia	292	10.5%
argentina	190	6.8%
ireland	144	5.2%
united	141	5.1%
canada	125	4.5%
austria	96	3.5%
belgium	79	2.8%
republic	72	2.6%
states	72	2.6%
brazil	69	2.5%
Other values (62)	1495	53.9%

Most occurring characters

Value	Count	Frequency (%)
a	2834	14.2%
i	1825	9.1%
n	1708	8.5%
e	1483	7.4%
r	1294	6.5%
l	1140	5.7%
t	1062	5.3%
d	843	4.2%
u	828	4.1%
s	707	3.5%
Other values (36)	6278	31.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	20002	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	2834	14.2%
i	1825	9.1%
n	1708	8.5%
e	1483	7.4%
r	1294	6.5%
l	1140	5.7%
t	1062	5.3%
d	843	4.2%
u	828	4.1%
s	707	3.5%
Other values (36)	6278	31.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	20002	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	2834	14.2%
i	1825	9.1%
n	1708	8.5%
e	1483	7.4%
r	1294	6.5%
l	1140	5.7%
t	1062	5.3%
d	843	4.2%
u	828	4.1%
s	707	3.5%
Other values (36)	6278	31.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	20002	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	2834	14.2%
i	1825	9.1%
n	1708	8.5%
e	1483	7.4%
r	1294	6.5%
l	1140	5.7%
t	1062	5.3%
d	843	4.2%
u	828	4.1%
s	707	3.5%
Other values (36)	6278	31.4%

danceability
Real number (ℝ)

Distinct	1312
Distinct (%)	0.7%
Missing	78
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.55507529

Minimum	0
Maximum	0.988
Zeros	92
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.193
Q1	0.431
median	0.576
Q3	0.698
95-th percentile	0.834
Maximum	0.988
Range	0.988
Interquartile range (IQR)	0.267

Descriptive statistics

Standard deviation	0.19078175
Coefficient of variation (CV)	0.34370428
Kurtosis	-0.41361544
Mean	0.55507529
Median Absolute Deviation (MAD)	0.132
Skewness	-0.41291019
Sum	99837.506
Variance	0.036397677
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.677	424	0.2%
0.641	421	0.2%
0.676	403	0.2%
0.632	399	0.2%
0.612	397	0.2%
0.686	395	0.2%
0.622	395	0.2%
0.679	394	0.2%
0.664	394	0.2%
0.64	393	0.2%
Other values (1302)	175848	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	92	0.1%
0.0532	1	< 0.1%
0.0535	1	< 0.1%
0.0543	2	< 0.1%
0.0553	1	< 0.1%
0.0554	2	< 0.1%
0.0555	1	< 0.1%
0.0556	1	< 0.1%
0.0559	2	< 0.1%
0.0562	1	< 0.1%

Value	Count	Frequency (%)
0.988	1	< 0.1%
0.987	4	< 0.1%
0.986	2	< 0.1%
0.985	6	< 0.1%
0.984	3	< 0.1%
0.983	3	< 0.1%
0.981	6	< 0.1%
0.98	5	< 0.1%
0.979	4	< 0.1%
0.978	9	< 0.1%

valence
Real number (ℝ)

Distinct	1782
Distinct (%)	1.0%
Missing	78
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.43840187

Minimum	0
Maximum	1
Zeros	192
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0426
Q1	0.204
median	0.413
Q3	0.655
95-th percentile	0.906
Maximum	1
Range	1
Interquartile range (IQR)	0.451

Descriptive statistics

Standard deviation	0.26992129
Coefficient of variation (CV)	0.61569374
Kurtosis	-1.054741
Mean	0.43840187
Median Absolute Deviation (MAD)	0.223
Skewness	0.24460305
Sum	78852.275
Variance	0.0728575
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.961	456	0.3%
0.962	370	0.2%
0.964	339	0.2%
0.963	336	0.2%
0.156	268	0.1%
0.198	265	0.1%
0.193	265	0.1%
0.196	264	0.1%
0.181	264	0.1%
0.158	263	0.1%
Other values (1772)	176773	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	192	0.1%
1 × 10^-5	144	0.1%
0.000253	1	< 0.1%
0.000479	1	< 0.1%
0.000532	1	< 0.1%
0.000605	1	< 0.1%
0.000823	1	< 0.1%
0.00129	1	< 0.1%
0.00165	1	< 0.1%
0.0018	1	< 0.1%

Value	Count	Frequency (%)
1	7	< 0.1%
0.999	3	< 0.1%
0.996	4	< 0.1%
0.995	2	< 0.1%
0.994	1	< 0.1%
0.992	4	< 0.1%
0.991	4	< 0.1%
0.99	11	< 0.1%
0.989	6	< 0.1%
0.988	9	< 0.1%

acousticness
Real number (ℝ)

Distinct	4973
Distinct (%)	2.8%
Missing	78
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.40669595

Minimum	0
Maximum	0.996
Zeros	18
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0005521
Q1	0.0375
median	0.289
Q3	0.803
95-th percentile	0.988
Maximum	0.996
Range	0.996
Interquartile range (IQR)	0.7655

Descriptive statistics

Standard deviation	0.37411952
Coefficient of variation (CV)	0.91989979
Kurtosis	-1.4872892
Mean	0.40669595
Median Absolute Deviation (MAD)	0.28228
Skewness	0.36914669
Sum	73149.553
Variance	0.13996541
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.995	1655	0.9%
0.994	1435	0.8%
0.993	1201	0.7%
0.992	1027	0.6%
0.991	939	0.5%
0.99	833	0.5%
0.989	772	0.4%
0.996	739	0.4%
0.988	701	0.4%
0.987	675	0.4%
Other values (4963)	169886	94.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	< 0.1%
1 × 10^-6	1	< 0.1%
1.01 × 10^-6	1	< 0.1%
1.04 × 10^-6	2	< 0.1%
1.05 × 10^-6	1	< 0.1%
1.08 × 10^-6	1	< 0.1%
1.09 × 10^-6	1	< 0.1%
1.11 × 10^-6	1	< 0.1%
1.13 × 10^-6	1	< 0.1%
1.14 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.996	739	0.4%
0.995	1655	0.9%
0.994	1435	0.8%
0.993	1201	0.7%
0.992	1027	0.6%
0.991	939	0.5%
0.99	833	0.5%
0.989	772	0.4%
0.988	701	0.4%
0.987	675	0.4%

liveness
Real number (ℝ)

Distinct	1742
Distinct (%)	1.0%
Missing	78
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.18399709

Minimum	0
Maximum	1
Zeros	18
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0625
Q1	0.096
median	0.118
Q3	0.214
95-th percentile	0.519
Maximum	1
Range	1
Interquartile range (IQR)	0.118

Descriptive statistics

Standard deviation	0.15883811
Coefficient of variation (CV)	0.86326427
Kurtosis	7.1281775
Mean	0.18399709
Median Absolute Deviation (MAD)	0.035
Skewness	2.5085056
Sum	33094.268
Variance	0.025229545
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.111	2918	1.6%
0.11	2767	1.5%
0.108	2518	1.4%
0.109	2492	1.4%
0.107	2306	1.3%
0.112	2290	1.3%
0.106	2226	1.2%
0.105	2147	1.2%
0.102	2047	1.1%
0.104	2026	1.1%
Other values (1732)	156126	86.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	< 0.1%
0.00784	1	< 0.1%
0.0114	2	< 0.1%
0.0116	1	< 0.1%
0.012	3	< 0.1%
0.0126	1	< 0.1%
0.0133	1	< 0.1%
0.0136	1	< 0.1%
0.0137	1	< 0.1%
0.0142	1	< 0.1%

Value	Count	Frequency (%)
1	2	< 0.1%
0.999	1	< 0.1%
0.998	3	< 0.1%
0.997	2	< 0.1%
0.996	1	< 0.1%
0.995	3	< 0.1%
0.994	6	< 0.1%
0.993	7	< 0.1%
0.992	6	< 0.1%
0.991	6	< 0.1%

trend
Categorical

MISSING

Distinct	4
Distinct (%)	0.2%
Missing	177503
Missing (%)	98.6%
Memory size	1.4 MiB

NEW_ENTRY	1110
MOVE_DOWN	706
MOVE_UP	512
SAME_POSITION	110

Length

Max length	13
Median length	9
Mean length	8.7604594
Min length	7

Characters and Unicode

Total characters	21358
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NEW_ENTRY
2nd row	MOVE_DOWN
3rd row	NEW_ENTRY
4th row	NEW_ENTRY
5th row	NEW_ENTRY

Common Values

Value	Count	Frequency (%)
NEW_ENTRY	1110	0.6%
MOVE_DOWN	706	0.4%
MOVE_UP	512	0.3%
SAME_POSITION	110	0.1%
(Missing)	177503	98.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
new_entry	1110	45.5%
move_down	706	29.0%
move_up	512	21.0%
same_position	110	4.5%

Most occurring characters

Value	Count	Frequency (%)
E	3548	16.6%
N	3036	14.2%
_	2438	11.4%
O	2144	10.0%
W	1816	8.5%
M	1328	6.2%
T	1220	5.7%
V	1218	5.7%
R	1110	5.2%
Y	1110	5.2%
Other values (6)	2390	11.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	21358	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
E	3548	16.6%
N	3036	14.2%
_	2438	11.4%
O	2144	10.0%
W	1816	8.5%
M	1328	6.2%
T	1220	5.7%
V	1218	5.7%
R	1110	5.2%
Y	1110	5.2%
Other values (6)	2390	11.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	21358	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
E	3548	16.6%
N	3036	14.2%
_	2438	11.4%
O	2144	10.0%
W	1816	8.5%
M	1328	6.2%
T	1220	5.7%
V	1218	5.7%
R	1110	5.2%
Y	1110	5.2%
Other values (6)	2390	11.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	21358	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
E	3548	16.6%
N	3036	14.2%
_	2438	11.4%
O	2144	10.0%
W	1816	8.5%
M	1328	6.2%
T	1220	5.7%
V	1218	5.7%
R	1110	5.2%
Y	1110	5.2%
Other values (6)	2390	11.2%

instrumentalness
Real number (ℝ)

ZEROS

Distinct	5400
Distinct (%)	3.0%
Missing	78
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.29091744

Minimum	0
Maximum	1
Zeros	41636
Zeros (%)	23.1%
Negative	0
Negative (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.82 × 10^-6
median	0.00351
Q3	0.771
95-th percentile	0.94
Maximum	1
Range	1
Interquartile range (IQR)	0.77099818

Descriptive statistics

Standard deviation	0.38917501
Coefficient of variation (CV)	1.3377507
Kurtosis	-1.2587199
Mean	0.29091744
Median Absolute Deviation (MAD)	0.00351
Skewness	0.76681083
Sum	52325.284
Variance	0.15145719
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	41636	23.1%
0.929	390	0.2%
0.916	386	0.2%
0.922	379	0.2%
0.918	368	0.2%
0.915	367	0.2%
0.934	367	0.2%
0.939	364	0.2%
0.931	363	0.2%
0.93	363	0.2%
Other values (5390)	134880	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	41636	23.1%
1 × 10^-6	26	< 0.1%
1.01 × 10^-6	59	< 0.1%
1.02 × 10^-6	55	< 0.1%
1.03 × 10^-6	53	< 0.1%
1.04 × 10^-6	60	< 0.1%
1.05 × 10^-6	44	< 0.1%
1.06 × 10^-6	45	< 0.1%
1.07 × 10^-6	54	< 0.1%
1.08 × 10^-6	41	< 0.1%

Value	Count	Frequency (%)
1	11	< 0.1%
0.999	7	< 0.1%
0.998	6	< 0.1%
0.997	10	< 0.1%
0.996	10	< 0.1%
0.995	18	< 0.1%
0.994	14	< 0.1%
0.993	19	< 0.1%
0.992	22	< 0.1%
0.991	31	< 0.1%

loudness
Real number (ℝ)

Distinct	30093
Distinct (%)	16.7%
Missing	78
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-10.713653

Minimum	-60
Maximum	5.096
Zeros	0
Zeros (%)	0.0%
Negative	179627
Negative (%)	99.8%
Memory size	1.4 MiB

Quantile statistics

Minimum	-60
5-th percentile	-25.7059
Q1	-13.43
median	-8.558
Q3	-5.885
95-th percentile	-3.429
Maximum	5.096
Range	65.096
Interquartile range (IQR)	7.545

Descriptive statistics

Standard deviation	6.9642378
Coefficient of variation (CV)	-0.65003394
Kurtosis	2.2433973
Mean	-10.713653
Median Absolute Deviation (MAD)	3.275
Skewness	-1.4825284
Sum	-1926989.7
Variance	48.500608
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-6.257	34	< 0.1%
-6.631	34	< 0.1%
-6.035	34	< 0.1%
-6.323	33	< 0.1%
-5.746	32	< 0.1%
-5.131	31	< 0.1%
-6.298	31	< 0.1%
-6.553	31	< 0.1%
-6.183	31	< 0.1%
-7.428	31	< 0.1%
Other values (30083)	179541	99.8%
(Missing)	78	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-60	3	< 0.1%
-54.077	1	< 0.1%
-53.714	1	< 0.1%
-53.025	1	< 0.1%
-51.86	1	< 0.1%
-49.762	1	< 0.1%
-49.702	1	< 0.1%
-49.321	1	< 0.1%
-49.242	1	< 0.1%
-49.011	1	< 0.1%

Value	Count	Frequency (%)
5.096	1	< 0.1%
3.97	1	< 0.1%
3.744	1	< 0.1%
3.554	1	< 0.1%
3.233	1	< 0.1%
3.221	1	< 0.1%
3.108	1	< 0.1%
2.985	1	< 0.1%
2.944	1	< 0.1%
2.882	1	< 0.1%

name
Text

Distinct	140005
Distinct (%)	77.8%
Missing	93
Missing (%)	0.1%
Memory size	1.4 MiB

Length

Max length	254
Median length	189
Mean length	19.522986
Min length	1

Characters and Unicode

Total characters	3511170
Distinct characters	2170
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	123138 ?
Unique (%)	68.5%

Sample

1st row	Friday I’m In Love - Recorded at Spotify Studios NYC
2nd row	I Love You Always Forever
3rd row	Love Too Deep - Radio Edit
4th row	No Tiren Las Botellas
5th row	El Momento de Despertar - Blue Sky Mix

Value	Count	Frequency (%)
	28693	4.4%
the	19977	3.1%
in	8868	1.4%
you	7764	1.2%
of	7331	1.1%
a	7047	1.1%
i	6840	1.0%
feat	5966	0.9%
me	5862	0.9%
no	4782	0.7%
Other values (68392)	550992	84.2%

Most occurring characters

Value	Count	Frequency (%)
	474268	13.5%
e	307528	8.8%
a	210858	6.0%
o	209818	6.0%
i	181500	5.2%
n	176149	5.0%
r	160236	4.6%
t	152010	4.3%
s	115173	3.3%
l	113186	3.2%
Other values (2160)	1410444	40.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3511170	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	474268	13.5%
e	307528	8.8%
a	210858	6.0%
o	209818	6.0%
i	181500	5.2%
n	176149	5.0%
r	160236	4.6%
t	152010	4.3%
s	115173	3.3%
l	113186	3.2%
Other values (2160)	1410444	40.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3511170	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	474268	13.5%
e	307528	8.8%
a	210858	6.0%
o	209818	6.0%
i	181500	5.2%
n	176149	5.0%
r	160236	4.6%
t	152010	4.3%
s	115173	3.3%
l	113186	3.2%
Other values (2160)	1410444	40.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3511170	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	474268	13.5%
e	307528	8.8%
a	210858	6.0%
o	209818	6.0%
i	181500	5.2%
n	176149	5.0%
r	160236	4.6%
t	152010	4.3%
s	115173	3.3%
l	113186	3.2%
Other values (2160)	1410444	40.2%

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	track_id	streams	artist_followers	genres	album_total_tracks	track_artists	artist_popularity	explicit	tempo	chart	album_release_date	energy	key	added_at	popularity	track_album_album	duration_ms	available_markets	track_track_number	rank	mode	time_signature	album_name	speechiness	region	danceability	valence	acousticness	liveness	trend	instrumentalness	loudness	name
0	07vS8obfeZbr8H4MgQfXR7	NaN	2338837.0	['indie pop', 'la indie', 'pov: indie']	2.0	Phoebe Bridgers	74.0	False	97.129	NaN	2018-12-05	0.123	7.0	2021-07-04T11:06:43Z	0.0	single	NaN	[]	2.0	NaN	1.0	4.0	Spotify Singles	0.0407	NaN	0.373	0.138	0.9480	0.0816	NaN	0.000000	-15.193	Friday I’m In Love - Recorded at Spotify Studios NYC
1	1PEqh7awkpuepLBSq8ZwqD	27156.0	84914.0	['lilith', 'new wave pop']	11.0	NaN	51.0	False	103.773	top200	1996-04-16	0.453	5.0	2023-01-25T01:09:09Z	71.0	NaN	239960.0	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	187.0	1.0	4.0	Now in a Minute	0.0348	France	0.744	0.122	0.6270	0.0898	NEW_ENTRY	0.421000	-11.977	I Love You Always Forever
2	7E8pPgBY84oDaXRcqODavR	NaN	59150.0	['deep groove house', 'house', 'tech house']	2.0	NaN	54.0	False	122.030	NaN	2014-07-07	0.878	9.0	NaN	0.0	NaN	NaN	[]	NaN	NaN	0.0	4.0	Love Too Deep	0.0357	NaN	0.747	0.897	0.0794	0.3700	NaN	0.000531	-5.209	Love Too Deep - Radio Edit
3	0Atml4huw4Fgyk6YSHiK4M	NaN	1528.0	[]	15.0	NaN	0.0	False	84.099	NaN	2001-01-24	0.484	7.0	NaN	0.0	NaN	NaN	[]	NaN	NaN	1.0	4.0	Voces Del Pueblo	0.0356	NaN	0.604	0.564	0.1000	0.0865	NaN	0.000000	-7.097	No Tiren Las Botellas
4	4WYDmIZrwxBHdBYdvi5oQO	NaN	6776.0	['chill lounge', 'deep chill']	26.0	NaN	28.0	False	156.017	NaN	2014-10-03	0.447	0.0	NaN	7.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	1.0	4.0	The Smooth Operator - Cosmopolitan Lounge Music	0.0613	NaN	0.761	0.761	0.0616	0.0822	NaN	0.873000	-10.961	El Momento de Despertar - Blue Sky Mix
5	0awG4a7t5UrmZZ4PZVNav3	NaN	28431.0	['post-disco']	29.0	Oliver Cheatham	50.0	False	116.545	NaN	2020-05-08	0.611	11.0	2021-12-19T05:12:52Z	0.0	compilation	NaN	[]	22.0	NaN	0.0	4.0	Disco Essentials	0.0573	NaN	0.865	0.963	0.2260	0.0572	NaN	0.082000	-11.571	Get Down Saturday Night
6	1DihsSBztAD6qJ5TTEE90F	NaN	355425.0	['classic italian pop', 'italian adult pop']	11.0	NaN	44.0	False	120.012	NaN	2015-02-12	0.633	11.0	NaN	0.0	NaN	NaN	[]	NaN	NaN	0.0	4.0	Naif	0.0323	NaN	0.713	0.518	0.0785	0.1060	NaN	0.000003	-7.425	Senza fare sul serio
7	2uwnP6tZVVmTovzX5ELooy	NaN	23324247.0	['conscious hip hop', 'hip hop', 'north carolina hip hop', 'rap']	21.0	NaN	84.0	True	99.992	NaN	2013-06-18	0.608	1.0	2023-10-03T23:26:09Z	80.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	1.0	4.0	Born Sinner (Deluxe Version)	0.2160	NaN	0.667	0.475	0.3240	0.4260	NaN	0.000198	-7.054	Power Trip (feat. Miguel)
8	05HYPQPzZXyvirt2Gsbvut	NaN	2166585.0	['classic country pop', 'classic texas country', 'country', 'country rock', 'nashville sound', 'outlaw country', 'singer-songwriter']	11.0	Willie Nelson	69.0	False	80.972	NaN	2016-02-26	0.217	2.0	NaN	18.0	album	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	9.0	NaN	1.0	4.0	Summertime: Willie Nelson Sings Gershwin	0.0326	NaN	0.553	0.197	0.8420	0.1010	NaN	0.000066	-12.973	Embraceable You (feat. Sheryl Crow)
9	3FUPP0Q5E2JKopEUHXIwdw	NaN	195.0	[]	3.0	NaN	31.0	False	89.206	NaN	2023-01-08	0.156	2.0	NaN	35.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	0.0	4.0	Somewhere Only We Go	0.0320	NaN	0.442	0.182	0.9870	0.1860	NaN	0.900000	-17.749	Somewhere Only We Go

	track_id	streams	artist_followers	genres	album_total_tracks	track_artists	artist_popularity	explicit	tempo	chart	album_release_date	energy	key	added_at	popularity	track_album_album	duration_ms	available_markets	track_track_number	rank	mode	time_signature	album_name	speechiness	region	danceability	valence	acousticness	liveness	trend	instrumentalness	loudness	name
179931	6rqVtroIGItaD2obcYl5Kl	NaN	1835755.0	['speedrun', 'video game music']	1.0	NaN	74.0	False	154.925	NaN	2018-09-24	0.5230	2.0	2023-10-04T08:58:20Z	25.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	0.0	4.0	2017 World Championship Theme	0.0528	NaN	0.155	0.365	0.2650	0.0801	NaN	0.946000	-12.773	2017 World Championship Theme
179932	4wNkd86QODa5bu5C04sCby	NaN	10919.0	['g-house']	1.0	NaN	32.0	False	123.983	NaN	2021-11-05	0.6760	10.0	2022-07-01T01:30:24Z	16.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	0.0	3.0	Like That	0.0850	NaN	0.783	0.693	0.0589	0.2970	NaN	0.000048	-6.982	Like That
179933	0tQb1teNCNQAG5eH5iYus9	NaN	335216.0	['soul jazz']	9.0	Quincy Jones	52.0	False	120.172	NaN	1981-01-01	0.4850	8.0	2018-08-24T22:29:22Z	0.0	album	NaN	[]	6.0	NaN	1.0	4.0	The Dude	0.0496	NaN	0.835	0.827	0.1730	0.0410	NaN	0.000202	-13.551	Razzamatazz
179934	58JksdJcOD3FbRqEq0fQpF	NaN	200.0	[]	30.0	NaN	6.0	False	79.893	NaN	2012-06-18	0.1600	10.0	2014-01-30T15:58:05Z	2.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	1.0	4.0	Café Latino: Background Music, Lounge Café Sound Therapy, Latin Cocktail Bar Music Background, Waterfront Soft Party, Up Lifting Latin Music	0.0335	NaN	0.691	0.651	0.9700	0.1100	NaN	0.502000	-17.701	Lounge
179935	6zr4Nlzw7hSbcrg6cZjvJF	NaN	1918734.0	['salsa', 'salsa puertorriquena', 'tropical']	27.0	NaN	62.0	False	101.300	NaN	2012-03-26	0.6090	0.0	NaN	0.0	NaN	NaN	[]	NaN	NaN	1.0	4.0	Anthology	0.0313	NaN	0.664	0.822	0.5990	0.3660	NaN	0.000005	-6.483	Piraña
179936	7uIwFnxujSlYuKuea2ti6a	NaN	622296.0	['classical', 'classical era']	63.0	NaN	52.0	False	55.838	NaN	2020-02-28	0.1030	9.0	2022-04-26T16:13:56Z	19.0	NaN	NaN	['AE', 'AR', 'AT', 'AU', 'BE', 'BG', 'BH', 'BO', 'BR', 'CA', 'CH', 'CI', 'CL', 'CO', 'CR', 'CW', 'CY', 'CZ', 'DE', 'DK', 'DO', 'DZ', 'EC', 'EE', 'EG', 'ES', 'FI', 'FR', 'GB', 'GH', 'GR', 'GT', 'HK', 'HN', 'HR', 'HU', 'ID', 'IE', 'IL', 'IN', 'IS', 'IT', 'JP', 'KE', 'KH', 'KR', 'KW', 'LB', 'LK', 'LT', 'LU', 'LV', 'MA', 'MT', 'MX', 'MY', 'NG', 'NI', 'NL', 'NO', 'NZ', 'OM', 'PA', 'PE', 'PH', 'PL', 'PT', 'PY', 'QA', 'RO', 'RS', 'SA', 'SE', 'SG', 'SI', 'SK', 'SV', 'TH', 'TR', 'TT', 'TW', 'UA', 'US', 'UY', 'VE', 'VN', 'XK', 'ZA']	NaN	NaN	1.0	4.0	Sleep With Mozart	0.0454	NaN	0.108	0.111	0.9730	0.1020	NaN	0.797000	-20.757	Horn Concerto No. 1 in D, H.VIId No. 3: 2. Adagio
179937	6IaSUc4wx1rzo8lGs4KOot	NaN	56411.0	['corecore', 'slowed and reverb', 'weirdcore']	1.0	NaN	56.0	False	142.568	NaN	2021-01-01	0.2550	10.0	2022-10-19T17:42:33Z	64.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	1.0	4.0	School Rooftop (Slowed Down Version)	0.0534	NaN	0.740	0.231	0.2750	0.1050	NaN	0.894000	-7.293	School Rooftop - Slowed Down Version
179938	7uEqtkXR2ZhHywbFwSS40M	NaN	1204948.0	['disco', 'funk', 'motown', 'p funk', 'quiet storm', 'soul', 'synth funk']	13.0	NaN	56.0	False	122.157	NaN	1982	0.8790	4.0	NaN	40.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	0.0	4.0	Throwin' Down (Expanded Edition)	0.0369	NaN	0.756	0.906	0.1590	0.4290	NaN	0.001110	-6.348	Dance Wit' Me
179939	5IPGZpdsDNz4Td1cb9Hfzx	NaN	7047.0	['lo-fi vgm']	36.0	NaN	50.0	False	104.622	NaN	2024-01-19	0.0825	5.0	2024-01-19T12:31:00Z	27.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	1.0	4.0	Mario & Sleep	0.0460	NaN	0.669	0.322	0.9900	0.1100	NaN	0.963000	-22.644	Galaxy 2 Prologue
179940	6FeCT5THgV7fdWUSHUvEjN	NaN	605.0	[]	1.0	NaN	3.0	False	88.489	NaN	2016-12-12	0.7200	0.0	NaN	0.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	0.0	4.0	Summer Friend	0.0408	NaN	0.627	0.539	0.2920	0.2330	NaN	0.017900	-6.193	Summer Friend

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length